Ride-hailing Dispatching on City C Overall
4.35GMVProfiLLM-DPO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ProfiLLM-DPOGroup=Ours2026.06 | 4.35 | 6.41 | |
| ProfiLLMGroup=Ours2026.06 | 3.87 | 7.53 | |
| Gemini-3-ProGroup=LLM2026.06 | 3.28 | 5.81 | |
| DeepSeek-R1Group=LLM2026.06 | 2.91 | 4.93 | |
| GPT-OSS-120BGroup=LLM2026.06 | 2.79 | 6.08 | |
| Qwen3-Next-80BGroup=LLM2026.06 | 2.75 | 2.89 | |
| Llama-3.3-70BGroup=LLM2026.06 | 2.68 | 3.12 | |
| TValGroup=Trad.2026.06 | 2.56 | 2.48 | |
| Kimi-K2Group=LLM2026.06 | 2.24 | 5.18 | |
| Gemini-3-FlashGroup=LLM2026.06 | 1.72 | 4.95 | |
| GRCGroup=Trad.2026.06 | 0.41 | 1.87 |